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Pathway reporter genes define molecular phenotypes of human cells
BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a nov...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4415216/ https://www.ncbi.nlm.nih.gov/pubmed/25903797 http://dx.doi.org/10.1186/s12864-015-1532-2 |
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author | Zhang, Jitao David Küng, Erich Boess, Franziska Certa, Ulrich Ebeling, Martin |
author_facet | Zhang, Jitao David Küng, Erich Boess, Franziska Certa, Ulrich Ebeling, Martin |
author_sort | Zhang, Jitao David |
collection | PubMed |
description | BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a novel tool to characterize the state of biological systems. RESULTS: We show here that the activity of signaling networks can be assessed based on a set of established key regulators and expression targets rather than the entire transcriptome. We compiled a panel of 917 human pathway reporter genes, representing 154 human signaling and metabolic networks for integrated knowledge- and data-driven understanding of biological processes. The reporter genes are significantly enriched for regulators and effectors covering a wide range of biological processes, and faithfully capture gene-level and pathway-level changes. We apply the approach to iPSC derived cardiomyocytes and primary human hepatocytes to describe changes in molecular phenotype during development or drug response. The reporter genes deliver an accurate pathway-centric view of the biological system under study, and identify known and novel modulation of signaling networks consistent with literature or experimental data. CONCLUSIONS: A panel of 917 pathway reporter genes is sufficient to describe changes in the molecular phenotype defined by 154 signaling cascades in various human cell types. AmpliSeq-RNA based digital transcript imaging enables simultaneous monitoring of the entire pathway reporter gene panel in up to 150 samples. We propose molecular phenotyping as a useful approach to understand diseases and drug action at the network level. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1532-2) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4415216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44152162015-05-01 Pathway reporter genes define molecular phenotypes of human cells Zhang, Jitao David Küng, Erich Boess, Franziska Certa, Ulrich Ebeling, Martin BMC Genomics Methodology Article BACKGROUND: The phenotype of a living cell is determined by its pattern of active signaling networks, giving rise to a “molecular phenotype” associated with differential gene expression. Digital amplicon based RNA quantification by sequencing is a useful technology for molecular phenotyping as a novel tool to characterize the state of biological systems. RESULTS: We show here that the activity of signaling networks can be assessed based on a set of established key regulators and expression targets rather than the entire transcriptome. We compiled a panel of 917 human pathway reporter genes, representing 154 human signaling and metabolic networks for integrated knowledge- and data-driven understanding of biological processes. The reporter genes are significantly enriched for regulators and effectors covering a wide range of biological processes, and faithfully capture gene-level and pathway-level changes. We apply the approach to iPSC derived cardiomyocytes and primary human hepatocytes to describe changes in molecular phenotype during development or drug response. The reporter genes deliver an accurate pathway-centric view of the biological system under study, and identify known and novel modulation of signaling networks consistent with literature or experimental data. CONCLUSIONS: A panel of 917 pathway reporter genes is sufficient to describe changes in the molecular phenotype defined by 154 signaling cascades in various human cell types. AmpliSeq-RNA based digital transcript imaging enables simultaneous monitoring of the entire pathway reporter gene panel in up to 150 samples. We propose molecular phenotyping as a useful approach to understand diseases and drug action at the network level. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1532-2) contains supplementary material, which is available to authorized users. BioMed Central 2015-04-24 /pmc/articles/PMC4415216/ /pubmed/25903797 http://dx.doi.org/10.1186/s12864-015-1532-2 Text en © Zhang et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Methodology Article Zhang, Jitao David Küng, Erich Boess, Franziska Certa, Ulrich Ebeling, Martin Pathway reporter genes define molecular phenotypes of human cells |
title | Pathway reporter genes define molecular phenotypes of human cells |
title_full | Pathway reporter genes define molecular phenotypes of human cells |
title_fullStr | Pathway reporter genes define molecular phenotypes of human cells |
title_full_unstemmed | Pathway reporter genes define molecular phenotypes of human cells |
title_short | Pathway reporter genes define molecular phenotypes of human cells |
title_sort | pathway reporter genes define molecular phenotypes of human cells |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4415216/ https://www.ncbi.nlm.nih.gov/pubmed/25903797 http://dx.doi.org/10.1186/s12864-015-1532-2 |
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